#LNLP
Looking forward to read this paper that won the Best Student Paper award at #jurix2025: "Do LLMs Truly Understand When a Precedent Is Overruled?" by Li Zhang, Jaromir Savelka, and Kevin Ashley. https://doi.org/10.48550/arXiv.2510.20941

#precedent #legalnlp #lnlp #nllp #llm #legalai #lawandai
Do LLMs Truly Understand When a Precedent Is Overruled?
Large language models (LLMs) with extended context windows show promise for complex legal reasoning tasks, yet their ability to understand long legal documents remains insufficiently evaluated. Developing long-context benchmarks that capture realistic, high-stakes tasks remains a significant challenge in the field, as most existing evaluations rely on simplified synthetic tasks that fail to represent the complexity of real-world document understanding. Overruling relationships are foundational to common-law doctrine and commonly found in judicial opinions. They provide a focused and important testbed for long-document legal understanding that closely resembles what legal professionals actually do. We present an assessment of state-of-the-art LLMs on identifying overruling relationships from U.S. Supreme Court cases using a dataset of 236 case pairs. Our evaluation reveals three critical limitations: (1) era sensitivity -- the models show degraded performance on historical cases compared to modern ones, revealing fundamental temporal bias in their training; (2) shallow reasoning -- models rely on shallow logical heuristics rather than deep legal comprehension; and (3) context-dependent reasoning failures -- models produce temporally impossible relationships in complex open-ended tasks despite maintaining basic temporal awareness in simple contexts. Our work contributes a benchmark that addresses the critical gap in realistic long-context evaluation, providing an environment that mirrors the complexity and stakes of actual legal reasoning tasks.
arxiv.org
December 12, 2025 at 8:47 PM
#MusicSky #70s #Christmas #Ballad

Let me join the retailers and some cable networks in being premature with stuff

www.youtube.com/watch?v=LnlP...
Greg Lake - I Believe In Father Christmas (1975)
YouTube video by Polydor 3000
www.youtube.com
November 7, 2025 at 4:38 AM
www.youtube.com/watch?v=lnlp...

It was a pain to find this again, so many places have removed it
Kapaemahu
YouTube video by PBS Hawaiʻi
www.youtube.com
August 28, 2025 at 6:09 AM
Took a couple weeks off, but VOID 1680 AM Affiliate broadcasts are back!

Tonight, DJ Curt West waxes nostalgically on the '90s and spins tunes from Superdrag, Chance the Rapper, and a triple dose of Greg Dulli.

See you at 8 PM Central: bannerless.games/void-lnlp
VOID 1680 AM // LNLP_06.01.25
Late night? Late to the party? You're not alone. DJ Curt West kicks off the inaugural broadcast of 310 AM LNLP coming from what may or may not be his apartme...
bannerless.games
June 1, 2025 at 7:13 PM
From The Sky
YouTube video by The XDIES - Topic
youtube.com
April 22, 2025 at 10:09 PM
Kapaemahu
YouTube video by PBS Hawaiʻi
m.youtube.com
February 15, 2025 at 5:12 AM
Alt text isn’t long enough for my LNLP
January 11, 2025 at 7:04 PM
December 17, 2024 at 7:55 PM
@orangegrove55.bsky.social and @thedisneyitaliano.bsky.social's newest updates on the Disney Treasure cruise ship!
www.youtube.com/watch?v=LnLP...
DISNEY TREASURE Cruise Ship | New Photos !!
YouTube video by OrangeGrove 55
www.youtube.com
November 23, 2024 at 1:27 AM
It'll never happen under LNLP. They're totally Ideologically opposed to it. They already learned they can get away with killing tens of thousands of Australians, without even a Royal Commission. They'll do what they want now. They'll move their lips otherwise and concern troll, but it's all lies.
November 19, 2024 at 12:54 PM
November 18, 2024 at 7:42 PM
November 18, 2024 at 12:26 AM
November 16, 2024 at 4:32 PM
November 15, 2024 at 8:08 PM
November 15, 2024 at 5:15 PM


The Code Atlas folks have two sessions, and Keith from LNLP has a new design he will be showing off also

Haz will have a couple of TTS minis games, and there's a late night session for learning about GCACW

We also have two sessions
January 8, 2024 at 10:50 PM
Urrah! Been waiting for this one. RT @LnLP: It's official...we are shipping Heroes of the Gap ...
November 17, 2024 at 6:04 PM